{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基于 Python 的扇形图的绘制\n",
    "扇形图是饼图的一部分，饼图拥有更丰富的表现形式，这里主要使用 pie 函数实现对饼图的绘制。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 一个简单的样例"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:17:28.358305Z",
     "start_time": "2025-03-17T11:17:27.705913Z"
    }
   },
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# 导入库\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:17:28.433404Z",
     "start_time": "2025-03-17T11:17:28.362310Z"
    }
   },
   "source": [
    "# 标签\n",
    "labels = 'Frogs', 'Hogs', 'Dogs', 'Logs'\n",
    "sizes = [14, 30, 46, 10]\n",
    "# 将某一块分割出来，数值越大，间隙越大\n",
    "# 这里分割出第二块，即标签为“Hogs”的扇形块\n",
    "explode = (0, 0.1, 0, 0)\n",
    "\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "\n",
    "# 绘图\n",
    "# 参数：数据，分割设置，标签，数据格式，阴影设置，起始绘制角度\n",
    "# 起始绘制角度,默认图是从x轴正方向逆时针画起,如设定90则从y轴正方向画起\n",
    "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%',shadow=True, startangle=90)\n",
    "\n",
    "# x，y轴刻度设置一致，保证饼图为圆形\n",
    "ax1.axis('equal') \n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:17:28.492327Z",
     "start_time": "2025-03-17T11:17:28.485612Z"
    }
   },
   "source": [
    "# 原始数据\n",
    "shapes = ['Cross', 'Cone', 'Egg', 'Teardrop', 'Chevron', 'Diamond', 'Cylinder','Rectangle', 'Flash', 'Cigar', 'Changing', 'Formation', 'Oval', 'Disk','Sphere', 'Fireball', 'Triangle', 'Circle', 'Light']\n",
    "values = [277,374,862,866,1287,1605,1295,1520,1757,2333,2378,3070,4432,5741,6382,7685,9558,9618,20254]\n",
    "\n",
    "s = pd.Series(values, index=shapes)\n",
    "s"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cross          277\n",
       "Cone           374\n",
       "Egg            862\n",
       "Teardrop       866\n",
       "Chevron       1287\n",
       "Diamond       1605\n",
       "Cylinder      1295\n",
       "Rectangle     1520\n",
       "Flash         1757\n",
       "Cigar         2333\n",
       "Changing      2378\n",
       "Formation     3070\n",
       "Oval          4432\n",
       "Disk          5741\n",
       "Sphere        6382\n",
       "Fireball      7685\n",
       "Triangle      9558\n",
       "Circle        9618\n",
       "Light        20254\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:17:28.579665Z",
     "start_time": "2025-03-17T11:17:28.501567Z"
    }
   },
   "source": [
    "# 导入库\n",
    "from matplotlib import font_manager as fm\n",
    "import matplotlib as mpl\n",
    "\n",
    "# 数据处理\n",
    "labels = s.index\n",
    "sizes = s.values\n",
    "# 分割出第一块\n",
    "explode = (0.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0)\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "\n",
    "# 得到pie函数的返回值\n",
    "# patches：列表。matplotlib.patches.Wedge实例列表\n",
    "# text：列表。matplotlib.text.Text实例label的列表\n",
    "# autotexts：列表。仅当参数autopct不为None时才返回\n",
    "patches, texts, autotexts = ax1.pie(sizes, explode=explode,labels=labels, autopct='%1.0f%%',shadow=False, startangle=170)\n",
    "\n",
    "# x，y轴刻度设置一致，保证饼图为圆形\n",
    "ax1.axis('equal')\n",
    "\n",
    "# 重新设置字体大小,否则字体拥挤在一起\n",
    "proptease = fm.FontProperties()\n",
    "proptease.set_size('xx-small')\n",
    "\n",
    "# 设置数据的字体属性\n",
    "plt.setp(autotexts, fontproperties=proptease)\n",
    "# 设置标签的字体属性\n",
    "plt.setp(texts, fontproperties=proptease)\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:17:28.811609Z",
     "start_time": "2025-03-17T11:17:28.639988Z"
    }
   },
   "source": [
    "# 导入库\n",
    "from matplotlib import font_manager as fm\n",
    "from  matplotlib import cm\n",
    "\n",
    "labels = s.index\n",
    "sizes = s.values\n",
    "\n",
    "# 突出表示\n",
    "explode = (0.1,0,0,0,0,0,0,0,0,0,0,0.2,0,0,0,0,0,0.1,0)\n",
    "\n",
    "# 设置绘图区域大小\n",
    "fig, axes = plt.subplots(figsize=(10,5),ncols=2)\n",
    "ax1, ax2 = axes.ravel()\n",
    "\n",
    "# colormaps: Paired, autumn, rainbow, gray,spring,Darks\n",
    "# 得到一个rainbow的颜色映射,颜色列表长度取决于数据长度\n",
    "colors = cm.rainbow(np.arange(len(sizes))/len(sizes))\n",
    "\n",
    "# 得到pie函数的返回值\n",
    "# patches：列表。matplotlib.patches.Wedge实例列表\n",
    "# text：列表。matplotlib.text.Text实例label的列表\n",
    "# autotexts：列表。仅当参数autopct不为None时才返回\n",
    "patches, texts, autotexts = ax1.pie(sizes, labels=labels, autopct='%1.0f%%',explode=explode,shadow=False, startangle=170, colors=colors)\n",
    "\n",
    "# x，y轴刻度设置一致，保证饼图为圆形\n",
    "ax1.axis('equal')  \n",
    "\n",
    "# 重新设置字体大小\n",
    "proptease = fm.FontProperties()\n",
    "proptease.set_size('xx-small')\n",
    "\n",
    "# 设置数据的字体属性\n",
    "plt.setp(autotexts, fontproperties=proptease)\n",
    "# 设置标签的字体属性\n",
    "plt.setp(texts, fontproperties=proptease)\n",
    "\n",
    "\n",
    "# 设置标题\n",
    "ax1.set_title('Shapes', loc='center')\n",
    "\n",
    "# ax2 只显示图例\n",
    "ax2.axis('off')\n",
    "ax2.legend(patches, labels, loc='center left')\n",
    "\n",
    "# 设置布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于Python的扇形图的绘制到此就结束了。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
